I do not have anything resembling problems described. Before I ask AI to create new code (except super trivial things). I first split application into smaller functional modules. I then design structure of the code down to main classes and methods and their interaction. Also try to keep scope small. Then AI just fills out the actual code. I have no problems reviewing it. Sometimes I discover some issues - like using arrays instead of maps leading to performance issues but it is easily spotted.